[go: up one dir, main page]

CN106225696A - A kind of method of automatic measurement hub height - Google Patents

A kind of method of automatic measurement hub height Download PDF

Info

Publication number
CN106225696A
CN106225696A CN201610873071.1A CN201610873071A CN106225696A CN 106225696 A CN106225696 A CN 106225696A CN 201610873071 A CN201610873071 A CN 201610873071A CN 106225696 A CN106225696 A CN 106225696A
Authority
CN
China
Prior art keywords
ccd camera
speckle
infrared
hub
head
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Granted
Application number
CN201610873071.1A
Other languages
Chinese (zh)
Other versions
CN106225696B (en
Inventor
黄茜
许浩均
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
South China University of Technology SCUT
Original Assignee
South China University of Technology SCUT
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by South China University of Technology SCUT filed Critical South China University of Technology SCUT
Priority to CN201610873071.1A priority Critical patent/CN106225696B/en
Publication of CN106225696A publication Critical patent/CN106225696A/en
Application granted granted Critical
Publication of CN106225696B publication Critical patent/CN106225696B/en
Expired - Fee Related legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • GPHYSICS
    • G01MEASURING; TESTING
    • G01BMEASURING LENGTH, THICKNESS OR SIMILAR LINEAR DIMENSIONS; MEASURING ANGLES; MEASURING AREAS; MEASURING IRREGULARITIES OF SURFACES OR CONTOURS
    • G01B11/00Measuring arrangements characterised by the use of optical techniques
    • G01B11/02Measuring arrangements characterised by the use of optical techniques for measuring length, width or thickness
    • G01B11/06Measuring arrangements characterised by the use of optical techniques for measuring length, width or thickness for measuring thickness ; e.g. of sheet material
    • G01B11/0608Height gauges

Landscapes

  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Length Measuring Devices By Optical Means (AREA)

Abstract

本发明公开了一种自动测量轮毂高度的方法,CCD摄像头和红外线摄像头分别采集一张图像;在CCD摄像头采集到的彩色图像上使用霍夫变换提取轮毂的圆心位置、半径和最大轮廓圆;从深度图像上检索并提取轮廓圆内的最小非零深度值D1;从深度图像的最大轮廓圆处获取轮毂底部深度值D2;计算轮毂高度值H=D2‑D1。本发明还公开了一种自动测量轮毂高度的系统。本发明检测的自动化程度高,准确度高。

The invention discloses a method for automatically measuring the height of a wheel hub. A CCD camera and an infrared camera collect an image respectively; on the color image collected by the CCD camera, Hough transform is used to extract the center position, radius and maximum contour circle of the wheel hub; Retrieve and extract the minimum non-zero depth value D1 within the contour circle on the depth image; obtain the hub bottom depth value D2 from the maximum contour circle of the depth image; calculate the hub height value H=D2‑D1. The invention also discloses a system for automatically measuring the height of the hub. The invention has high detection automation and high accuracy.

Description

一种自动测量轮毂高度的方法A Method for Automatically Measuring Wheel Hub Height

技术领域technical field

本发明涉及计算机视觉技术,特别涉及一种自动测量轮毂高度的方法。The invention relates to computer vision technology, in particular to a method for automatically measuring the height of a wheel hub.

背景技术Background technique

轮毂需根据各汽车厂商的要求,设计成不同的外形、直径和高度。在生产过程中,每个轮毂在铸造成型后,需经过X射线探伤,并送入不同的加工中心进行外形加工。为选择正确的探伤以及加工程序,需要准确地测量轮毂高度。Wheel hubs need to be designed in different shapes, diameters and heights according to the requirements of various automobile manufacturers. In the production process, each wheel hub needs to undergo X-ray flaw detection after being cast and formed, and then sent to different machining centers for shape processing. In order to choose the correct flaw detection and machining program, it is necessary to measure the hub height accurately.

目前,检测轮高通常采用增加一个高度固定的光栅传感器,但这仅起到一个高度的阈值判断作用,即给出大于或小于该高度的判断结果。实际上,轮毂高度参差不齐,难以通过一个固定阈值分辨不同型号的轮毂。本发明通过在获取轮辐图像的摄像头平面上增加红外摄像头对,利用其采集的深度图像,计算轮毂特征点的高度,最终提取轮毂高度值。At present, the detection of wheel height usually adopts adding a fixed-height grating sensor, but this only serves as a height threshold judgment function, that is, it gives a judgment result greater or less than the height. In fact, the height of the hub is uneven, and it is difficult to distinguish different types of hubs through a fixed threshold. The present invention adds a pair of infrared cameras on the plane of the camera that acquires the wheel spoke image, uses the depth image collected by the infrared camera to calculate the height of the feature point of the wheel hub, and finally extracts the height value of the wheel hub.

发明内容Contents of the invention

为了克服现有技术的上述缺点与不足,本发明的目的在于提供一种自动测量轮毂高度的方法,检测的自动化程度高,准确度高。In order to overcome the above-mentioned shortcomings and deficiencies of the prior art, the object of the present invention is to provide a method for automatically measuring the hub height, which has a high degree of automation and high accuracy of detection.

本发明的另一目的在于提供实现上述方法的自动测量轮毂高度的系统。Another object of the present invention is to provide a system for automatically measuring the height of a hub that realizes the above method.

本发明的目的通过以下技术方案实现:The object of the present invention is achieved through the following technical solutions:

一种自动测量轮毂高度的方法,包括以下步骤:A method for automatically measuring the height of a wheel hub, comprising the steps of:

(1)采用两个水平设置的传送链条夹持轮毂;在传送链条的上方设置摄像头组件;所述摄像头组件包括CCD摄像头、红外线发射器和红外线摄像头;(1) Two horizontally arranged transmission chains are used to clamp the wheel hub; a camera assembly is arranged above the transmission chain; the camera assembly includes a CCD camera, an infrared emitter and an infrared camera;

(2)建立参考散斑图库,包括如下步骤:(2) Establish a reference speckle library, including the following steps:

(2-1)在距离红外摄像头5米处,放置一块用于拍摄平面散斑图、表面粗糙的平板,作为参考平板;(2-1) At a distance of 5 meters from the infrared camera, place a plate with a rough surface for shooting planar speckle images as a reference plate;

(2-2)红外摄像头拍摄一幅参考平板的散斑图,将参考平板至红外线摄像头的距离为位置数据,将所拍摄的散斑图定为该位置上的参考散斑图,将参考散斑图及位置数据同时存入参考散斑图库;(2-2) The infrared camera shoots a speckle image of the reference plate, takes the distance from the reference plate to the infrared camera as the position data, sets the captured speckle image as the reference speckle image at this position, and sets the reference The pattern and position data are stored in the reference speckle library at the same time;

(2-3)将参考平板向红外线摄像头方向移动一段距离d,d取值为0.5~1cm,获取该位置的散斑图和相应位置数据存入散斑图库;(2-3) Move the reference plate to the direction of the infrared camera for a distance d, and the value of d is 0.5 ~ 1cm, and obtain the speckle pattern of the position and store the corresponding position data into the speckle library;

(2-4)重复步骤(2-3),直至参考平板移动至距红外线摄像头0.5米处,完成散斑图库的建立;(2-4) Repeat step (2-3) until the reference plate moves to 0.5 meters away from the infrared camera to complete the establishment of the speckle library;

(3)驱动两个传送链条以相同的速度同向运动,使轮毂做直线运动至CCD摄像头位置停下;(3) Drive the two transmission chains to move in the same direction at the same speed, so that the hub moves in a straight line until it stops at the position of the CCD camera;

(4)CCD摄像头和红外线摄像头分别采集一张图像;(4) The CCD camera and the infrared camera collect an image respectively;

(5)将红外摄像头采集到的散斑图像上每一个点与所述参考散斑图库里的每一张参考散斑图依次做互相关运算,运算结果出现峰值的参考散斑图所对应的距离就是该点到红外摄像头的实际距离,从而得出深度图像;(5) Each point on the speckle image collected by the infrared camera and each reference speckle image in the reference speckle library are sequentially performed cross-correlation calculations, and the calculation results correspond to the reference speckle images with peak values The distance is the actual distance from the point to the infrared camera, so as to obtain the depth image;

(6)在CCD摄像头采集到的彩色图像上使用霍夫变换提取轮毂的圆心位置、半径和最大轮廓圆;(6) Use Hough transform to extract the center position, radius and maximum contour circle of the wheel hub on the color image collected by the CCD camera;

(7)从深度图像上检索并提取轮廓圆内的最小非零深度值D1;(7) Retrieve and extract the minimum non-zero depth value D1 in the contour circle from the depth image;

(8)从深度图像的最大轮廓圆处获取轮毂底部深度值D2;(8) Obtain the hub bottom depth value D2 from the maximum contour circle of the depth image;

(9)计算轮毂高度值H=D2-D1。(9) Calculate the hub height value H=D2-D1.

优选的,所述表面粗糙的平板为木板或毛玻璃板。Preferably, the rough-surfaced flat board is a wood board or a frosted glass board.

实现上述自动测量轮毂高度的方法的自动测量轮毂高度的系统,包括PC机、摄像头组件、传送链条组;A system for automatically measuring the height of the hub for realizing the above-mentioned method for automatically measuring the height of the hub, including a PC, a camera assembly, and a transmission chain group;

所述传送链条组包括两个水平设置的传送链条,每个传送链条分别连接一个电机;所述电机与PC机电连接;The transmission chain group includes two horizontally arranged transmission chains, each of which is connected to a motor; the motor is electromechanically connected to the PC;

所述摄像头组件包括CCD摄像头、红外线发射器和红外线摄像头,设于传送链条组的正上方;所述CCD摄像头、红外线发射器和红外线摄像头分别与PC机连接。The camera assembly includes a CCD camera, an infrared emitter and an infrared camera, and is located directly above the conveyor chain group; the CCD camera, the infrared emitter and the infrared camera are respectively connected to a PC.

优选的,所述摄像头组件设于传送链条组正上方的1.7~2.7米处。Preferably, the camera assembly is set at 1.7-2.7 meters directly above the conveyor chain group.

优选的,所述红外线发射器位于CCD摄像头左边,所述红外线摄像头位于CCD摄像头右边。Preferably, the infrared emitter is located on the left side of the CCD camera, and the infrared camera is located on the right side of the CCD camera.

优选的,所述的自动测量轮毂高度的方法的系统,还包括用户输入设备和显示设备;所述用户输入设备和显示设备分别与PC机连接。Preferably, the system of the method for automatically measuring the hub height further includes a user input device and a display device; the user input device and the display device are respectively connected to a PC.

与现有技术相比,本发明具有以下优点和有益效果:Compared with the prior art, the present invention has the following advantages and beneficial effects:

(1)本发明安装方便,摄像头只需安装在能完整拍摄半径最大的轮毂位置处即可;(1) The present invention is easy to install, and the camera only needs to be installed at the position of the hub where the complete shooting radius is the largest;

(2)本发明在空间上与轮毂相隔较远,便于与其他测量设备组合使用;(2) The present invention is far away from the wheel hub in space, and is convenient to be used in combination with other measuring equipment;

(3)本发明应用场景广,对所有型号的轮毂都能测量高度。(3) The present invention has wide application scenarios and can measure the height of all types of hubs.

(4)本发明的算法运算速度快,完全满足在线检测的要求。(4) The calculation speed of the algorithm of the present invention is fast, and fully meets the requirement of online detection.

(5)本发明采用红外光源,受环境光照影响小,适合用于工业检测。(5) The present invention adopts an infrared light source, which is less affected by ambient light and is suitable for industrial detection.

附图说明Description of drawings

图1为本发明的实施例的自动测量轮毂高度的系统的组成示意图。Fig. 1 is a schematic composition diagram of a system for automatically measuring hub height according to an embodiment of the present invention.

图2为本发明的实施例的自动测量轮毂高度的方法的流程图。Fig. 2 is a flow chart of the method for automatically measuring the hub height of the embodiment of the present invention.

具体实施方式detailed description

下面结合实施例,对本发明作进一步地详细说明,但本发明的实施方式不限于此。The present invention will be described in further detail below in conjunction with the examples, but the embodiments of the present invention are not limited thereto.

实施例Example

如图1所示,本实施例的自动测量轮毂高度的系统,包括PC机1、摄像头组件2和传送链条组3。传送链条组3包括两个传送链条,分别连接两个性能完全相同的传送电机。摄像头组件2和传送链条组3中的电机分别与PC机1电连接,轮毂4由传送链条组3夹持,当传送链条组3中两个电机做反向旋转时,轮毂4则被运动的链条组3夹持作旋转运动,当电机做同向旋转时,轮毂4则被运动的链条组3夹持作直线运动。摄像头组件2包括位于中间的CCD摄像头、位于CCD摄像头左边的红外线发射器和位于CCD摄像头右边红外线摄像头,摄像头组件可选用Kinect体感摄像头。As shown in FIG. 1 , the system for automatically measuring the height of a hub in this embodiment includes a PC 1 , a camera assembly 2 and a conveyor chain set 3 . The transmission chain group 3 includes two transmission chains, respectively connected to two transmission motors with identical performance. The motors in the camera assembly 2 and the transmission chain group 3 are electrically connected to the PC 1 respectively, and the hub 4 is clamped by the transmission chain group 3. When the two motors in the transmission chain group 3 rotate in reverse, the hub 4 is moved The chain group 3 is clamped for rotary motion, and when the motor rotates in the same direction, the hub 4 is clamped by the moving chain group 3 for linear motion. The camera assembly 2 comprises a CCD camera positioned in the middle, an infrared emitter positioned at the left side of the CCD camera and an infrared camera positioned at the right side of the CCD camera, and the camera assembly can select a Kinect somatosensory camera for use.

PC机1中装载包含PC机中装载包含测量轮毂高度的应用程序,所述PC机1还包括用户输入设备及显示设备,所用输入设备可以是鼠标和键盘,所用显示设备可以是电脑显示屏或液晶显示屏等。Loading in the PC machine 1 comprises loading in the PC machine and comprises the application program of measuring wheel hub height, and described PC machine 1 also comprises user input device and display device, used input device can be mouse and keyboard, used display device can be computer screen or LCD screen etc.

摄像头组件2将CCD摄像头采集的轮毂彩色图像和红外摄像头对采集的深度图像传送给PC机1,所述PC机1处理图像后,显示轮毂高度信息。The camera assembly 2 transmits the hub color image collected by the CCD camera and the depth image collected by the infrared camera pair to the PC 1, and the PC 1 displays the hub height information after processing the images.

如图2所示,本实施例的自动测量轮毂高度的方法,包括以下步骤:As shown in Figure 2, the method for automatically measuring the hub height of the present embodiment comprises the following steps:

(1)采用两个水平设置的传送链条夹持轮毂;在传送链条的上方设置摄像头组件;所述摄像头组件包括CCD摄像头、红外线发射器和红外线摄像头;(1) Two horizontally arranged transmission chains are used to clamp the wheel hub; a camera assembly is arranged above the transmission chain; the camera assembly includes a CCD camera, an infrared emitter and an infrared camera;

(2)建立参考散斑图库,包括如下步骤:(2) Establish a reference speckle library, including the following steps:

(2-1)在距离红外摄像头5米处,放置一块用于拍摄平面散斑图、表面粗糙的平板,作为参考平板;(2-1) At a distance of 5 meters from the infrared camera, place a plate with a rough surface for shooting planar speckle images as a reference plate;

(2-2)红外摄像头拍摄一幅参考平板的散斑图,将参考平板至红外线摄像头的距离为位置数据,将所拍摄的散斑图定为该位置上的参考散斑图,将参考散斑图及位置数据同时存入参考散斑图库;(2-2) The infrared camera shoots a speckle image of the reference plate, takes the distance from the reference plate to the infrared camera as the position data, sets the captured speckle image as the reference speckle image at this position, and sets the reference The pattern and position data are stored in the reference speckle library at the same time;

(2-3)将参考平板向红外线摄像头方向移动一段距离d,d取值为0.5~1cm,获取该位置的散斑图和相应位置数据存入散斑图库;(2-3) Move the reference plate to the direction of the infrared camera for a distance d, and the value of d is 0.5 ~ 1cm, and obtain the speckle pattern of the position and store the corresponding position data into the speckle library;

(2-4)重复步骤(2-3),直至参考平板移动至距红外线摄像头0.5米处,完成散斑图库的建立;(2-4) Repeat step (2-3) until the reference plate moves to 0.5 meters away from the infrared camera to complete the establishment of the speckle library;

(3)驱动两个传送链条以相同的速度同向运动,使轮毂做直线运动至CCD(3) Drive the two transmission chains to move in the same direction at the same speed, so that the hub moves linearly to the CCD

摄像头位置停下;The camera position stops;

(4)CCD摄像头和红外线摄像头分别采集一张图像;(4) The CCD camera and the infrared camera collect an image respectively;

(5)将红外摄像头采集到的散斑图像上每一个点与所述参考散斑图库里的每一张参考散斑图依次做互相关运算,运算结果出现峰值的参考散斑图所对应的距离就是该点到红外摄像头的实际距离,从而得出深度图像;(5) Each point on the speckle image collected by the infrared camera and each reference speckle image in the reference speckle library are sequentially performed cross-correlation calculations, and the calculation results correspond to the reference speckle images with peak values The distance is the actual distance from the point to the infrared camera, so as to obtain the depth image;

(6)在CCD摄像头采集到的彩色图像上使用霍夫变换提取轮毂的圆心位置、半径和最大轮廓圆;(6) Use Hough transform to extract the center position, radius and maximum contour circle of the wheel hub on the color image collected by the CCD camera;

(7)从深度图像上检索并提取轮廓圆内的最小非零深度值D1;(7) Retrieve and extract the minimum non-zero depth value D1 in the contour circle from the depth image;

(8)从深度图像的最大轮廓圆处获取轮毂底部深度值D2;(8) Obtain the hub bottom depth value D2 from the maximum contour circle of the depth image;

(9)计算轮毂高度值H=D2-D1。(9) Calculate the hub height value H=D2-D1.

上述实施例为本发明较佳的实施方式,但本发明的实施方式并不受所述实施例的限制,其他的任何未背离本发明的精神实质与原理下所作的改变、修饰、替代、组合、简化,均应为等效的置换方式,都包含在本发明的保护范围之内。The above-mentioned embodiment is a preferred embodiment of the present invention, but the embodiment of the present invention is not limited by the embodiment, and any other changes, modifications, substitutions and combinations made without departing from the spirit and principle of the present invention , simplification, all should be equivalent replacement methods, and are all included in the protection scope of the present invention.

Claims (6)

1. the method for an automatic measurement hub height, it is characterised in that comprise the following steps:
(1) two horizontally disposed transmission chain clamping wheel hubs are used;It is provided above CCD camera assembly at transmission chain;Described CCD camera assembly includes CCD camera, RF transmitter and infrared pick-up head;
(2) set up with reference to speckle picture library, comprise the steps:
(2-1) at distance infrared camera 5 meters, place one piece and be used for camera plane speckle pattern, shaggy flat board, as Reference plate;
(2-2) infrared camera shoots the speckle pattern of a width reference plate, by the distance of reference plate to infrared pick-up head is Position data, the reference speckle pattern that captured speckle pattern is set on this position, will with reference to speckle pattern and position data simultaneously It is stored in reference to speckle picture library;
(2-3) to infrared pick-up head direction, reference plate being moved a distance, d, d value is 0.5~1cm, obtains this position Speckle pattern and relevant position data be stored in speckle picture library;
(2-4) repeat step (2-3), until reference plate moves at 0.5 meter of infrared pick-up head, complete speckle picture library Set up;
(3) drive two transmission chains to move in the same direction with identical speed, make wheel hub move along a straight line to CCD camera position and stop Under;
(4) CCD camera and infrared pick-up head gather an image respectively;
(5) each point and each reference in described reference speckle picture library on the speckle image that infrared camera is collected Speckle pattern takes turns doing computing cross-correlation, and operation result occurs that the distance corresponding to reference speckle pattern of peak value is exactly that this point is to infrared The actual range of photographic head, thus draw depth image;
(6) Hough transformation is used to extract the home position of wheel hub, radius and maximum on the coloured image that CCD camera collects Profile circle;
(7) retrieve from depth image and extract the minimum non-zero depth value D1 in profile circle;
(8) at the largest contours circle of depth image, depth value D2 bottom wheel hub is obtained;
(9) hub height value H=D2-D1 is calculated.
The method of automatic measurement hub height the most according to claim 1, it is characterised in that described shaggy flat board For plank or focussing glass.
3. realize the method automatically measuring hub height described in any one of claim 1~2 measures hub height automatically System, it is characterised in that include PC, CCD camera assembly, transmission chain group;
Described transmission chain group includes two horizontally disposed transmission chains, and each transmission chain connects a motor respectively;Institute State motor to electrically connect with PC;
Described CCD camera assembly includes CCD camera, RF transmitter and infrared pick-up head, is just being located at transmission chain group Top;Described CCD camera, RF transmitter and infrared pick-up head are connected with PC respectively.
The system of automatic measurement hub height the most according to claim 3, it is characterised in that described CCD camera assembly is located at At directly over transmission chain group 1.7~2.7 meters.
5. according to the system automatically measuring hub height described in claim 3 or 4, it is characterised in that described infrared emitting Device is positioned at the CCD camera left side, and described infrared pick-up head is positioned on the right of CCD camera.
The system of automatic measurement hub height the most according to claim 3, it is characterised in that also include user input device And display device;Described user input device and display device are connected with PC respectively.
CN201610873071.1A 2016-09-30 2016-09-30 A kind of method of automatic measurement hub height Expired - Fee Related CN106225696B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201610873071.1A CN106225696B (en) 2016-09-30 2016-09-30 A kind of method of automatic measurement hub height

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201610873071.1A CN106225696B (en) 2016-09-30 2016-09-30 A kind of method of automatic measurement hub height

Publications (2)

Publication Number Publication Date
CN106225696A true CN106225696A (en) 2016-12-14
CN106225696B CN106225696B (en) 2018-04-13

Family

ID=58077344

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201610873071.1A Expired - Fee Related CN106225696B (en) 2016-09-30 2016-09-30 A kind of method of automatic measurement hub height

Country Status (1)

Country Link
CN (1) CN106225696B (en)

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN112050739A (en) * 2019-06-06 2020-12-08 中信戴卡股份有限公司 Method and device for measuring hub parameters, electronic equipment and system

Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2010112806A (en) * 2008-11-05 2010-05-20 Toyota Motor Corp Coating distribution measuring method
CN102760234A (en) * 2011-04-14 2012-10-31 财团法人工业技术研究院 Depth image acquisition device, system and method
CN103090790A (en) * 2012-12-21 2013-05-08 宁波赛恩斯智能科技有限公司 Automatic identification device and automatic identification method for hub
CN103268608A (en) * 2013-05-17 2013-08-28 清华大学 Depth estimation method and device based on near-infrared laser speckle
CN103425969A (en) * 2013-08-07 2013-12-04 华南理工大学 Detection system and detection method for identifying type of wheel hub
CN104268871A (en) * 2014-09-23 2015-01-07 清华大学 Method and device for depth estimation based on near-infrared laser speckles
CN104330048A (en) * 2014-11-28 2015-02-04 南京理工大学 Image-based railway snow depth measurement device and method
CN105205818A (en) * 2015-09-18 2015-12-30 国网上海市电力公司 Method for registering infrared image and visible light image of electrical equipment

Patent Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2010112806A (en) * 2008-11-05 2010-05-20 Toyota Motor Corp Coating distribution measuring method
CN102760234A (en) * 2011-04-14 2012-10-31 财团法人工业技术研究院 Depth image acquisition device, system and method
CN103090790A (en) * 2012-12-21 2013-05-08 宁波赛恩斯智能科技有限公司 Automatic identification device and automatic identification method for hub
CN103268608A (en) * 2013-05-17 2013-08-28 清华大学 Depth estimation method and device based on near-infrared laser speckle
CN103425969A (en) * 2013-08-07 2013-12-04 华南理工大学 Detection system and detection method for identifying type of wheel hub
CN104268871A (en) * 2014-09-23 2015-01-07 清华大学 Method and device for depth estimation based on near-infrared laser speckles
CN104330048A (en) * 2014-11-28 2015-02-04 南京理工大学 Image-based railway snow depth measurement device and method
CN105205818A (en) * 2015-09-18 2015-12-30 国网上海市电力公司 Method for registering infrared image and visible light image of electrical equipment

Non-Patent Citations (3)

* Cited by examiner, † Cited by third party
Title
张俊举等: "远距离红外与微光/可见光融合成像系统", 《红外与激光工程》 *
蔡毅等: "红外成像技术中的9个问题", 《红外技术》 *
邱英等: "基于CCD激光扫描尺寸测量实验装置的研制", 《实验室研究与探索》 *

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN112050739A (en) * 2019-06-06 2020-12-08 中信戴卡股份有限公司 Method and device for measuring hub parameters, electronic equipment and system

Also Published As

Publication number Publication date
CN106225696B (en) 2018-04-13

Similar Documents

Publication Publication Date Title
CN104897062B (en) A visual measurement method and device for the shape and position deviation of parallel holes on different surfaces of parts
CN102519400B (en) Large slenderness ratio shaft part straightness error detection method based on machine vision
TWI699525B (en) Three-dimensional phase shift defect detection method and system
CN106017350A (en) Machine-vision-based rapid detection device and detection method for medium and small module gears
CN107869954B (en) A binocular vision volume weight measurement system and its realization method
CN103400373B (en) The automatic recognition positioning method of camera calibration controlling filed artificial target picpointed coordinate
CN102818544B (en) On-line measurement method for pitch circle center of automobile hub bolt hole and central eccentric distance of central hole
CN103530880A (en) Camera calibration method based on projected Gaussian grid pattern
CN108225798B (en) Tire slippage testing system and method based on edge enhancement identification
CN111637851B (en) Aruco code-based visual measurement method and device for plane rotation angle
CN104897142A (en) Three-dimensional target for binocular or multi-view vision dimension measuring
CN104567728A (en) Laser vision profile measurement system, measurement method and three-dimensional target
CN105025290A (en) Method for automatically adjusting inclination between image photographing module group sensor and lens
CN110763136B (en) A high-precision three-dimensional workpiece size detection system and method
CN106289325A (en) A kind of air-bubble level automatic checkout system
CN110554046A (en) detection system and method for pins of electronic components
CN107560547B (en) Scanning system and scanning method
CN103615980A (en) Method and system for measuring parameters of round holes in plate
CN114998308A (en) Defect detection method and system based on photometric stereo
CN107133983A (en) Bundled round steel end face binocular vision system and space orientation and method of counting
CN103234483B (en) A kind of detection method of parallelism of camera chip and device
CN102243103A (en) Method for quickly measuring colors and three-dimensional profile of object
CN104881864A (en) Human body head three dimensional scanner and three-dimensional modeling method
CN107036542A (en) A kind of ring gear internal-and external diameter appearance detecting method and device
US20180164094A1 (en) Profile measuring method, profile measuring apparatus, and deformation detecting apparatus

Legal Events

Date Code Title Description
C06 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant
GR01 Patent grant
CF01 Termination of patent right due to non-payment of annual fee
CF01 Termination of patent right due to non-payment of annual fee

Granted publication date: 20180413

Termination date: 20210930